Get paid to write the operations problems AI still can't solve

Get paid to write the operations problems AI still can't solve

Work remotely on your own schedule — design realistic back-office or regulatory problems, write verified solutions, and apply in minutes

Work remotely on your own schedule — design realistic back-office or regulatory problems, write verified solutions, and apply in minutes

  • Work Remotely

  • Up to $360 USD/task

  • Contribute to real AI research

    PhD

  • Contribute to real AI research

PAY RATE

Up to $360 USD/task

LOCATION

Global

PAY RATE

Up to $360 USD/task

DEGREE REQ.

Masters

Up to $360 USD/task

Global

Up to $360 USD/task

Masters

Earn Up to $360 USD/task - Plus additional incentives

Rates vary based on expertise and project requirements. Paid via PayPal and AirTM

Earn Up to $360 USD/task - Plus additional incentives

Earn Up to $360 USD/task - Plus additional incentives

Remote - Global

Choose your own schedule. Most experts spend 5-10 hrs/week, up to 40 hours

Remote - Global

Remote - Global

Use GPT, Claude, and more — completely free

Over $200/month in AI access, included at no extra cost.

Use GPT, Claude, and more — completely free

Use GPT, Claude, and more — completely free

About the Role

Outlier is the world's leading expert platform, connecting an elite network of contributors to train AI for OpenAI, Meta, and Microsoft — ensuring the AI shaping medicine is built by the people who understand it best.

900K+

Outlier Experts

$600M+

Paid Out

52

Countries

Responsibilites

  • Design a problem: Draw on your professional or academic expertise to design genuinely difficult, realistic problems for models to complete.

  • Develop solutions to the problem: Write a correct, verified solution yourself, along with an automated checker script that can grade an AI's output as right or wrong.

  • Challenge leading models against your problem: Test your task against frontier AI models (e.g., Claude, GPT) to confirm they struggle with or fail it, since the goal is to find problems that genuinely stump top models.

  • Refine and finalize: Iterate on the problem, solution, and checker based on model performance to improve difficulty, clarity, and reliability.

Common Tasks
Write a prompt

Write simple prompts that will act as a starting point for AI models

Edit

Preview

Correct AI-models chain of thought

Review, analyze, and rank AI-models chains of thought for correctness and approach

Step 1 Response

Step 2 Response

Improve

Approve

Step 3 Response

Ideal Qualification

  • Domain expert or consultant in a regulated/enterprise back-office process, such as: Back-office automation (claims, freight/dispatch, ERP/procurement, production planning) — 8–10+ years

  • Regulatory-finance quant (SA-CCR/BCBS 279/CRR3/XVA/ISDA CSA)

  • Compliance/regulatory reporting (Intrastat, AML/KYC)

  • Ads/marketplace optimization (CTR optimization, click-fraud)

Currently accepting applicants from:

🌍

Global

Compensation

Earn Up to $360 USD/task - Plus additional incentives

On average, contributors earn an additional 7.5% through Missions — Outlier's version of surge pricing. The top quartile boosts their earnings by an average of 11%. **

Earn Up to $360 USD/task - Plus additional incentives

On average, contributors earn an additional 7.5% through Missions — Outlier's version of surge pricing. The top quartile boosts their earnings by an average of 11%. **

Earn Up to $360 USD/task - Plus additional incentives

On average, contributors earn an additional 7.5% through Missions — Outlier's version of surge pricing. The top quartile boosts their earnings by an average of 11%. **

Join a Network of Elite Medical Professionals
Join a Network of Elite Medical Professionals
Join a Network of Elite Medical Professionals
Contribute to real AI research
Contribute to real AI research
Contribute to real AI research
Work flexibly from anywhere, anytime - no minimum hours
Free access to leading LLMs — worth $200+/month
Free access to leading LLMs — worth $200+/month
Free access to leading LLMs — worth $200+/month

Application Process

01

Submit an interest form

01

Submit an interest form

02

Receive a personalized signup link from our team

02

Receive a personalized signup link from our team

03

Create account on Outlier and start earning

03

Create account on Outlier and start earning

Frequently Asked Questions (FAQs)

What is Outlier? How is it related to Scale AI?

What's the expected time commitment for participants?

When and how will I be paid?

How can I get support?

Who do I contact with questions as I onboard?

What do I need to sign up for this opportunity?

Will I be an Outlier employee?

Who else will be a part of the program?

Have more questions?

** Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. For non-core work, such as during initial project onboarding or project overtime phases, lower rates apply. Additional incentives data is based on payments made in the past six months and is updated quarterly. Certain projects offer incentive payments. Please review the payment terms for each project.

PLEASE NOTE: We collect, retain and use personal data for our professional business purposes, including notifying you of opportunities that may be of interest and sharing with our affiliates. We limit the personal data we collect to that which we believe is appropriate and necessary to manage applicants’ needs, provide our services, and comply with applicable laws. Any information we collect in connection with your application will be treated in accordance with the Outlier Privacy Policy and our internal policies and programs designed to protect personal data.

This is a 1099 contract opportunity on the Outlier.ai platform. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

© 2026 Outlier. All rights reserved.

© 2026 Outlier. All rights reserved.

© 2026 Outlier. All rights reserved.